Vals Multimodal Index
Vals AI's GDP-weighted multimodal composite. Run by Vals AI.
As of 19 Sept 2026, Claude Fable 5 leads Vals Multimodal Index on BenchLeader with 74.2%, ahead of Claude Opus 5 at 73.9%, across 31 model configurations with a published result.
- Published by
- Vals AI
- Category
- Composite
- Index weight
- Reference only
- Models
- 31
- Data as of
- 19 Sept 2026
Vals AI (vals.ai).
What the test looks like
A composite of Vals AI's image-based benchmarks, weighted by the economic value of the underlying task types.
How it is scored
Vals AI's composite index.
What to keep in mind
A composite; read the component boards for detail.
- 1Claude Fable 574.2%
- 2Claude Opus 573.9%
- 3Kimi K373.4%
- 4GPT-5.6 Sol (max)72.6%
- 5Claude Opus 4.870.9%
- 6Muse Spark 1.269.8%
- 7GPT-5.6 Luna (max)69.1%
- 8Claude Sonnet 568.8%
- 9GPT-5.5 (xhigh)68.1%
- 10Claude Opus 4.767.4%
- 11Muse Spark 1.1 (xhigh)66.7%
- 12Qwen3 8 (max)65.4%
- 13Gemini 3.6 Flash (high)65.1%
- 14GPT-5.6 Terra (xhigh)65.1%
- 15Grok 4.5 (high)63.4%
31 of 31
| # | ||||
|---|---|---|---|---|
| 1 | 74.2% | 68.3 | 2026-08-11 | |
| 2 | 73.9% | 66.7 | 2026-08-11 | |
| 3 | 73.4% | 64.2 | 2026-08-11 | |
| 4 | 72.6% | 68.8 | 2026-08-11 | |
| 5 | 70.9% | 61.9 | 2026-08-11 | |
| 6 | 69.8% | – | 2026-08-11 | |
| 7 | 69.1% | 60.2 | 2026-08-11 | |
| 8 | 68.8% | 57.2 | 2026-08-11 | |
| 9 | 68.1% | 67.6 | 2026-08-11 | |
| 10 | 67.4% | 64.5 | 2026-08-11 | |
| 11 | 66.7% | 61.8 | 2026-08-11 | |
| 12 | 65.4% | 66.5 | 2026-08-11 | |
| 13 | 65.1% | 61.7 | 2026-08-11 | |
| 14 | 65.1% | 64.3 | 2026-08-11 | |
| 15 | 63.4% | 61.0 | 2026-08-11 | |
| 16 | 62.9% | 63.6 | 2026-08-11 | |
| 17 | 60.6% | 59.0 | 2026-08-11 | |
| 18 | 60.0% | 57.5 | 2026-08-11 | |
| 19 | 56.4% | 60.5 | 2026-08-11 | |
| 20 | 56.1% | 60.7 | 2026-08-11 | |
| 21 | 54.2% | 55.7 | 2026-08-11 | |
| 22 | 53.9% | 59.9 | 2026-08-11 | |
| 23 | 52.2% | 58.7 | 2026-08-11 | |
| 24 | 51.5% | 58.5 | 2026-08-11 | |
| 25 | Inkling SmallThinking Machinesopen ↗ | 50.0% | 56.3 | 2026-08-11 |
| 26 | 47.6% | 49.1 | 2026-08-11 | |
| 27 | 43.3% | 58.2 | 2026-08-11 | |
| 28 | 42.9% | 47.5 | 2026-08-11 | |
| 29 | 41.4% | 49.1 | 2026-08-11 | |
| 30 | 39.1% | 59.9 | 2026-08-11 | |
| 31 | 34.8% | – | 2026-08-11 |
Cite as: BenchLeader, “Vals Multimodal Index leaderboard”, https://www.benchleader.com/benchmarks/vals_multimodal_index, data as of 19 Sept 2026.
Vals Multimodal Index: questions
- What does Vals Multimodal Index measure?
- A composite of Vals AI's image-based benchmarks, weighted by the economic value of the underlying task types. Scores are reported in percent of tasks solved; higher is better.
- Which AI model leads Vals Multimodal Index?
- Claude Fable 5 leads Vals Multimodal Index with 74.2% as of 19 Sept 2026, ahead of Claude Opus 5 at 73.9%.
- How many models have Vals Multimodal Index results?
- 31 model configurations have a Vals Multimodal Index result on BenchLeader, all taken from Vals AI.
- Who runs Vals Multimodal Index and how often is it updated?
- Vals Multimodal Index is published by Vals AI. BenchLeader re-reads the published results every morning and records the date each result was published.
- Does Vals Multimodal Index count toward the BenchLeader Index?
- No. Vals Multimodal Index is shown for reference but left out of the composite index.